近550年中国东部旱涝格局时空演变规律及未来预估Spatiotemporal evolution of drought-flood patterns in Eastern China over past 550 years and future projections
黄泽宏,刘健华,贾紫桐,王易初,殷国栋,宋儒霖,刘昌明,付永硕
摘要(Abstract):
【目的】我国东部地区旱涝变率大、灾害风险高,但基于长时间历史数据的东部旱涝格局变化规律尚不清晰。为揭示中国东部地区长期旱涝格局的演变规律及其未来变化趋势,【方法】基于我国1470—2020年的长序列气象数据,重构旱涝分布级数,结合小波分析和功率谱分析,识别旱涝变化的主导周期与阶段特征,并使用长短时记忆网络模型预测了东部地区2030—2100年旱涝演变趋势。【结果】结果显示:1470—2020年间中国东部经历了两个偏旱期和一个偏涝期,旱涝情势具有平均20年、50年和180年的变化周期,“北涝南旱”与“北旱南涝”的气候格局以平均200年为周期交替。空间分析显示,近50年来华北、东北西南部等地旱涝波动性高,年际方差阈值较大,气候系统不稳定;而南方大部波动性较低,旱涝变化较为平稳。机器学习预测结果表明,21世纪中叶后东部气候格局将由偏旱向偏涝转变,“北涝南旱”事件自20世纪末期发生频率逐渐增高,并在2036年左右出现阶段性高发,随后频率逐渐下降。而“北旱南涝”事件在此后逐渐增强,并在21世纪中叶达到阶段性高发,之后逐渐减少。【结论】结果表明:中国东部旱涝情势和南北旱涝格局存在长期周期性和阶段性交替规律,未来气候系统可能呈现由偏旱向偏涝的转折趋势。结果深化了对中国东部旱涝时空演变机制的理解,可为水资源优化配置、洪旱灾害风险评估及防御体系构建提供科学支撑,对保障区域水安全具有重要意义。
关键词(KeyWords): 旱涝变化;南北旱涝;小波分析;长时间尺度;LSTM模型
基金项目(Foundation): 国家自然科学基金重点项目(42430504);; 中央高校基本科研业务费专项资金资助(2243300004);; 创新引智基地(111计划)“流域水安全与综合管理创新基地”(B18006)
作者(Author): 黄泽宏,刘健华,贾紫桐,王易初,殷国栋,宋儒霖,刘昌明,付永硕
DOI: 10.13928/j.cnki.wrahe.2026.01.001
参考文献(References):
- [1] IPCC. AR6 Synthesis Report:Climate Change 2023[R]. Geneva:Intergovernmental Panel on Climate Change, 2023.
- [2]《第四次气候变化国家评估报告》编写委员会.第四次气候变化国家评估报告[M].北京:科学出版社, 2022.The Editorial Board of the Fourth National Assessment Report on Climate Change. Fourth National Assessment Report on Climate Change[M]. Beijing:Science Press, 2022.
- [3]李亚,汤钟,黄垚洇,等.滨水低洼地区水安全韧性提升的策略与实践[J].水利发展研究, 2025, 25(2):41-47.LI Y, TANG Z, HUANG Y Y, et al. Strategies and practices for enhancing water security resilience in waterfront low-lying areas[J].Water Resources Development Research, 2025, 25(2):41-47.
- [4] ZHENG J Y, GE Q S, LI M Q, et al. Drought/flood spatial patterns in centennial cold and warm periods of the past 2000 years over Eastern China[J]. Chinese Science Bulletin, 2014, 59(30):2964-2971.
- [5] SU B D, HUANG J L, FISCHER T, et al. Drought losses in China might double between the 1. 5℃and 2. 0℃warming[J]. PNAS,2018, 115(42):10600-10605.
- [6]黄荣辉,蔡榕硕,陈际龙,等.我国旱涝气候灾害的年代际变化及其与东亚气候系统变化的关系[J].大气科学, 2006, 30(5):730-743.HUANG R H, CAI R S, CHEN J L, et al. Interdecaldal variations of drought and flooding disasters in China and their association with the East Asian climate system[J]. Chinese Journal of Atmospheric Sciences, 2006, 30(5):730-743.
- [7]中国气象局气候变化中心.中国气候变化蓝皮书[M].北京:科学出版社, 2022.Climate Change Center of China Meteorological Administration. Blue Book on Climate Change in China[M]. Beijing:Science Press,2022.
- [8]李莹,赵珊珊. 2001—2020年中国洪涝灾害损失与致灾危险性研究[J].气候变化研究进展, 2022, 18(2):154-165.LI Y, ZHAO S S. Floods losses and hazards in China from 2001 to2020[J]. Climate Change Research, 2022, 18(2):154-165.
- [9]张强,姚玉璧,李耀辉,等.中国干旱事件成因和变化规律的研究进展与展望[J].气象学报, 2020, 78(3):500-521.ZHANG Q, YAO Y B, LI Y H, et al. Progress and prospect on the study of causes and variation regularity of droughts in China[J]. Acta Meteorologica Sinica, 2020, 78(3):500-521.
- [10]韩兰英,张强,贾建英,等.气候变暖背景下中国干旱强度、频次和持续时间及其南北差异性[J].中国沙漠, 2019, 39(5):1-10.HAN L Y, ZHANG Q, JIA J Y, et al. Drought severity, frequency,duration and regional differences in China[J]. Journal of Desert Research, 2019, 39(5):1-10.
- [11]马柱国,符淙斌,杨庆,等.关于我国北方干旱化及其转折性变化[J].大气科学, 2018, 42(4):951-961.MA Z G, FU C B, YANG Q, et al. Drying trend in northern China and its shift during 1951—2016[J]. Chinese Journal of Atmospheric Sciences, 2018, 42(4):951-961.
- [12] DING Y H, WANG Z Y, SUN Y. Inter-decadal variation of the summer precipitation in East China and its association with decreasing Asian summer monsoon. Part I:Observed evidences[J].International Journal of Climatology, 2008, 28(9):1139-1161.
- [13] AGHAKOUCHAK A, CHIANG F, HUNING L S, et al. Climate extremes and compound hazards in a warming world[J]. Annual Review of Earth and Planetary Sciences, 2020, 48:519-548.
- [14]岳艳琳.气候变化下长江流域未来径流与旱涝变化特征研究[D].上海:华东师范大学, 2022.YUE Y L. The Changes of Future Runoff and Drought and Flood in the Yangtze River Basin under Climate Change[D]. Shanghai:East China Normal University, 2022.
- [15]中国气象局气象科学研究院.中国近五百年来旱涝分布图集[M].北京:地图出版社, 1981.Institute of Meteorological Science,China Meteorological Administration. Atlas of Drought and Flood Distribution in China over the Past 500 Years[M]. Beijing:Map Press, 1981.
- [16]王绍武,赵宗慈.近五百年我国旱涝史料的分析[J].地理学报,1979, 34(4):329-341.WANG S W, ZHAO Z C. An analyses of historical data of droughts and floods in last 500 years in China[J]. Acta Geographica Sinica,1979, 34(4):329-341.
- [17]张先恭.中国东半部近500年干旱指数的分析[M]//中央气象局气象科学研究院天气气候研究所.全国气候变化学术讨论会文集.北京:科学出版社, 1981:46-51.ZHANG Xiangong. Analysis of drought index in eastern China over the past 500 years[M]//Institute of Weather and Climate Research,Academy of Meteorological Sciences,Central Meteorological Bureau. Proceedings of the National Symposium on Climate Change. Beijing:Science Press, 1981:46-51.
- [18]郑景云,郝志新,张学珍,等.中国东部过去2000年百年冷暖的旱涝格局[J].科学通报, 2014, 59(30):2964-2971.ZHENG J Y, HAO Z X, ZHANG X Z, et al. Drought/flood spatial patterns in centennial cold and warm periods of the past 2000 years over Eastern China[J]. Chinese Science Bulletin, 2014, 59(30):2964-2971.
- [19] WANG Y, ZHANG Q. Distribution characteristics of drought and flood hazards in northern China against the background of climate warming[J]. Natural Hazards, 2024, 120(7):5987-6009.
- [20] ZHANG Y Q, YOU Q L, ULLAH S, et al. Substantial increase in abrupt shifts between drought and flood events in China based on observations and model simulations[J]. Science of the Total Environment, 2023, 876:162822.
- [21]胡子瑛,周俊菊,张利利,等.中国北方气候干湿变化及干旱演变特征[J].生态学报, 2018, 38(6):1908-1919.HU Z Y, ZHOU J J, ZHANG L L, et al. Climate dry-wet change and drought evolution characteristics of different dry-wet areas in northern China[J]. Acta Ecologica Sinica, 2018, 38(6):1908-1919.
- [22]赵俊虎,周杰,叶天舒,等. 2013年夏季中国北涝南旱环境场及异常成因分析[J].气象科技进展, 2015, 5(5):14-23.ZHAO J H, ZHOU J, YE T S, et al. Preliminary studies on the environment field and cause of northern flood and southern drought during the summer of 2013 in China[J]. Advances in Meteorological Science and Technology, 2015, 5(5):14-23.
- [23]王澄海,李健,李小兰,等.近50 a中国降水变化的准周期性特征及未来的变化趋势[J].干旱区研究, 2012, 29(1):1-10.WANG C H, LI J, LI X L, et al. Analysis on quasi-periodic characteristics of precipitation in recent 50 years and trend in next 20years in China[J]. Arid Zone Research, 2012, 29(1):1-10.
- [24]姜江,姜大膀,林一骅.中国干湿区变化与预估[J].大气科学,2017, 41(1):43-56.JIANG J, JIANG D B, LIN Y H. Changes and projection of dry/wet areas over China[J]. Chinese Journal of Atmospheric Sciences,2017, 41(1):43-56.
- [25]孙锦浩,苏布达,王东方,等.中国旱涝急转事件时空变化特征[J].水利水电技术(中英文), 2024, 55(8):13-23.SUN J H, SU B D, WANG D F, et al. Temporospatial characteristics of drought-flood abrupt alteration events in China[J]. Water Resources and Hydropower Engineering, 2024, 55(8):13-23.
- [26]曾春芬,陈钰婕,杨奇,等.长江上游重庆段近20 a降水时空变化特征[J].地球环境学报, 2024, 15(2):342-356.ZENG C F, CHEN Y J, YANG Q, et al. Spatiotemporal variation of precipitation and its environmental response in the Chongqing section of the upper reaches of the Yangtze River in the last 20 years[J].Journal of Earth Environment, 2024, 15(2):342-356.
- [27]张明明. 2000—2015年中国干旱半干旱区蒸散发时空变化及其影响因素分析[D].西安:长安大学, 2019.ZHANG M M. Analysis of the Temporal and Spatial Variation of Evapotranspiration and Its Driving Factors in Arid and Semi-Arid Region of China from 2000 to 2015[D]. Xi’an:Changan University,2019.
- [28] DE BURGH-DAY C O, LEEUWENBURG T. Machine learning for numerical weather and climate modelling:A review[J]. Geoscientific Model Development, 2023, 16(22):6433-6477.
- [29] GUO W X, HE N, BAN X, et al. Multi-scale variability of hydrothermal regime based on wavelet analysis—The middle reaches of the Yangtze River, China[J]. Science of the Total Environment,2022, 841:156598.
- [30]樊杰,赵浩,郭锐.我国区域发展差距变化的新趋势与应对策略[J].经济地理, 2022, 42(1):1-11.FAN J, ZHAO H, GUO R. The new trend and coping strategies of regional development gap in China[J]. Economic Geography, 2022,42(1):1-11.
- [31]吴殿廷.试论中国经济增长的南北差异[J].地理研究, 2001, 20(2):238-246.WU D T. A study on North-South differences in economic growth[J].Geographical Research, 2001, 20(2):238-246.
- [32]张家诚,张先恭,许协江.中国近五百年的旱涝[C].国家气象局气象科学研究院.气象科学技术集刊(气候与旱涝):卷4.北京:气象出版社, 1983:1-16.ZHANG J C, ZHANG X G, XU X J. Droughts and floods in China over the past five hundred years[C]. Institute of Meteorological Science, National Meteorological Administration. Meteorological Science and Technology(Climate and Drought-Flood):Volume 4.Beijing:Weather Press, 1983:1-16.
- [33]许协江,张先恭.近五百年我国东部地区旱涝分布类型及未来趋势[C]∥国家气象局气象科学研究院.气象科学技术集刊(气候与旱涝):卷4.北京:气象出版社, 1983:47-54.XU X J, ZHANG X G. Types of drought and flood distribution in eastern China over the past 500 years and future trends[C]. Institute of Meteorological Science, National Meteorological Administration.Meteorological Science and Technology(Climate and DroughtFlood):Volume 4. Beijing:Weather Press, 1983:47-54.
- [34] SU B D, JIANG T, JIN W B. Recent trends in observed temperature and precipitation extremes in the Yangtze River basin, China[J].Theoretical and Applied Climatology, 2006, 83(1):139-151.
- [35]徐新创,葛全胜,郑景云,等.湖北省近500年区域干湿序列重建及其比较分析[J].地理研究, 2010, 29(6):1045-1055.XU X C, GE Q S, ZHENG J Y, et al. Reconstruction and comparative analysis of dry/wet series in last 500 years in Hubei Province[J]. Geographical Research, 2010, 29(6):1045-1055.
- [36] WANG M Y, CHEN Y B, LI J Y, et al. Spatiotemporal evolution and driving force analysis of drought characteristics in the Yellow River Basin[J]. Ecological Indicators, 2025, 170:113007.
- [37] GUO T T, ZHANG T P, LIM E, et al. A review of wavelet analysis and its applications:Challenges and opportunities[J]. IEEE Access,2022, 10:58869-58903.
- [38] TORRENCE C, COMPO G P. A practical guide to wavelet analysis[J]. Bulletin of the American Meteorological Society, 1998, 79(1):61-78.
- [39] FRANZKE C L E, BARBOSA S, BLENDER R, et al. The structure of climate variability across scales[J]. Reviews of Geophysics, 2020,58(2):e2019RG000657.
- [40]张旭东,杜家浩,黄宇方,等.基于多尺度层级LSTM网络的时间序列预测分析[J].计算机科学, 2019, 46(S11):52-57.ZHANG X D, DU J H, HUANG Y F, et al. Time series analysis based on MSH-LSTM[J]. Computer Science, 2019, 46(S11):52-57.
- [41]符淙斌,马柱国.全球变化与区域干旱化[J].大气科学, 2008,32(4):752-760.FU C B, MA Z G. Global change and regional aridification[J].Chinese Journal of Atmospheric Sciences, 2008, 32(4):752-760.
- [42]尹志杰,孙春鹏,王容,等.我国“南涝北旱”格局变化初步分析[J].中国防汛抗旱, 2014, 24(1):30-32.YIN Z J, SUN C P, WANG R, et al. Preliminary analysis of the changes in the'Southern Flood and Northern Drought'pattern in China[J]. China Flood&Drought Management, 2014, 24(01):30-32+51.
- [43] YANG P, ZHANG S Q, XIA J, et al. Analysis of drought and flood alternation and its driving factors in the Yangtze River Basin under climate change[J]. Atmospheric Research, 2022, 270:106087.
- [44]马柱国,邵丽娟.中国北方近百年干湿变化与太平洋年代际振荡的关系[J].大气科学, 2006, 30(3):464-474.MA Z G, SHAO L J. Relationship between dry/wet variation and the Pacific decade oscillation(PDO)in northern China during the last100 years[J]. Chinese Journal of Atmospheric Sciences, 2006, 30(3):464-474.
- [45]符淙斌,曾昭美.最近530年冬季北大西洋涛动指数与中国东部夏季旱涝指数之联系[J].科学通报, 2005, 50(14):1512-1522.FU C B, ZENG Z M. Linkage between the North Atlantic Oscillation Index in winter and the summer drought and flood index in eastern China over the last 530 years[J]. Chinese Science Bulletin, 2005,50(14):1512-1522.
- [46]竺可桢.东南季风与中国之雨量[J].地理学报, 1934(1):1-27.ZHU K Z. The enigma of southeast monsoon in China[J]. Acta Geographica Sinica, 1934(1):1-27.
- [47] SU Z K, HAO Z C, YUAN F F, et al. Spatiotemporal variability of extreme summer precipitation over the Yangtze River Basin and the associations with climate patterns[J]. Water, 2017, 9(11):873.
- [48]裴琳,严中伟,杨辉. 400多年来中国东部旱涝型变化与太平洋年代际振荡关系[J].科学通报, 2015, 60(1):97-108.PEI L, YAN Z W, YANG H. Multidecadal variability of dry/wet patterns in Eastern China and their relationship with the Pacific Decadal Oscillation in the last 413 years[J]. Chinese Science Bulletin, 2015, 60(1):97-108.
- [49] YU L, FUREVIK T, OTTER?O H, et al. Modulation of the Pacific Decadal Oscillation on the summer precipitation over East China:A comparison of observations to 600-years control Run of Bergen Climate Model[J]. Climate Dynamics, 2015, 44(1):475-494.
- [50] MANTUA N J, HARE S R. The Pacific decadal oscillation[J].Journal of Oceanography, 2002, 58(1):35-44.
- [51] QIAN C, ZHOU T J. Multidecadal variability of North China aridity and its relationship to PDO during 1900—2010[J]. Journal of Climate, 27(3):1210-1222.
- [52] HAO Z X, SUN D, WU M W, et al. Does El Ni?o play an early signal role for the south-flood north-drought pattern over Eastern China?[J]. Theoretical and Applied Climatology, 2019, 137(1):217-227.
- [53] ZHOU T J, WU B, DONG L. Advances in research of ENSO changes and the associated impacts on Asian-Pacific climate[J]. Asia-Pacific Journal of Atmospheric Sciences, 2014, 50(4):405-422.
- [54] XIE S P, KOSAKA Y, DU Y, et al. Indo-western Pacific Ocean capacitor and coherent climate anomalies in post-ENSO summer:A review[J]. Advances in Atmospheric Sciences, 2016, 33(4):411-432.
- [55] ZHANG R H, MIN Q Y, SU J Z. Impact of El Ni?o on atmospheric circulations over East Asia and rainfall in China:Role of the anomalous western North Pacific anticyclone[J]. Science China Earth Sciences, 2017, 60(6):1124-1132.
- [56] UEDA H, KAMAE Y, HAYASAKI M, et al. Combined effects of recent Pacific cooling and Indian Ocean warming on the Asian monsoon[J]. Nature Communications, 2015, 6:8854.
- [57] ZHU Y L, WANG H J, MA J H, et al. Contribution of the phase transition of Pacific Decadal Oscillation to the late 1990s'shift in East China summer rainfall[J]. Journal of Geophysical Research:Atmospheres, 2015, 120(17):8817-8827.
- [58] KREIBICH H, VAN LOON A F, SCHR?TER K, et al. The challenge of unprecedented floods and droughts in risk management[J]. Nature, 2022, 608(7921):80-86.
- [59] ZHANG G X, GAN T Y, SU X L. Twenty-first century drought analysis across China under climate change[J]. Climate Dynamics,2022, 59(5):1665-1685.
- [60] XU Y, ZHANG X, HAO Z C, et al. Projections of future meteorological droughts in China under CMIP6 from a threedimensional perspective[J]. Agricultural Water Management, 2021,252:106849.